GC=F_B Report

Dataset statistics

Number of variables	8
Number of observations	2428
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	154.1 KiB
Average record size in memory	65.0 B

Variable types

DateTime	1
TimeSeries	5
Boolean	1
Numeric	1

Timeseries statistics

Number of series	5
Time series length	2428
Starting point	2010-01-04 00:00:00
Ending point	2019-08-29 00:00:00
Period	1 day, 10 hours and 50 minutes

Alerts

`repaired?` has constant value "False"	Constant
`adj close` is highly overall correlated with `close` and 3 other fields	High correlation
`close` is highly overall correlated with `adj close` and 3 other fields	High correlation
`high` is highly overall correlated with `adj close` and 3 other fields	High correlation
`low` is highly overall correlated with `adj close` and 3 other fields	High correlation
`open` is highly overall correlated with `adj close` and 3 other fields	High correlation
`adj close` is non stationary	Non stationary
`close` is non stationary	Non stationary
`high` is non stationary	Non stationary
`low` is non stationary	Non stationary
`open` is non stationary	Non stationary
`adj close` is seasonal	Seasonal
`close` is seasonal	Seasonal
`high` is seasonal	Seasonal
`low` is seasonal	Seasonal
`open` is seasonal	Seasonal
`Date` has unique values	Unique
`volume` has 32 (1.3%) zeros	Zeros

Reproduction

Analysis started	2026-02-05 23:22:39.070114
Analysis finished	2026-02-05 23:22:43.250774
Duration	4.18 seconds
Software version	ydata-profiling vv4.18.1
Download configuration	config.json

Date
Date

Unique

Distinct	2428
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	37.9 KiB

Minimum	2010-01-04 00:00:00
Maximum	2019-08-29 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

adj close
Numeric time series

High correlation Non stationary Seasonal

Distinct	1868
Distinct (%)	76.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1341.9181
Minimum	1050.8
Maximum	1888.7
Zeros	0
Zeros (%)	0.0%
Memory size	37.9 KiB

Quantile statistics

Minimum	1050.8
5-th percentile	1117.505
Q1	1222.575
median	1289.35
Q3	1405.45
95-th percentile	1719.73
Maximum	1888.7
Range	837.8999
Interquartile range (IQR)	182.87503

Descriptive statistics

Standard deviation	180.12929
Coefficient of variation (CV)	0.1342327
Kurtosis	0.051358142
Mean	1341.9181
Median Absolute Deviation (MAD)	79.450012
Skewness	0.9841677
Sum	3258177.2
Variance	32446.562
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.3287729577

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	503
min	3 days
max	5 days
mean	3 days, 3 hours and 14 minutes
std	8 hours, 21 minutes and 10.8 seconds

Value	Count	Frequency (%)
1273.699951	6	0.2%
1313.699951	5	0.2%
1253.800049	4	0.2%
1209.599976	4	0.2%
1233.599976	4	0.2%
1294.699951	4	0.2%
1293.300049	4	0.2%
1386.800049	4	0.2%
1273.400024	4	0.2%
1229.300049	4	0.2%
Other values (1858)	2385	98.2%

Value	Count	Frequency (%)
1050.800049	1	< 0.1%
1052.199951	1	< 0.1%
1054.199951	1	< 0.1%
1056.199951	1	< 0.1%
1060.099976	1	< 0.1%
1060.300049	1	< 0.1%
1061.699951	1	< 0.1%
1062.400024	1	< 0.1%
1062.900024	1	< 0.1%
1063.800049	1	< 0.1%

Value	Count	Frequency (%)
1888.699951	1	< 0.1%
1873.699951	1	< 0.1%
1869.900024	1	< 0.1%
1858.300049	1	< 0.1%
1856.400024	1	< 0.1%
1854.400024	1	< 0.1%
1848.900024	1	< 0.1%
1828.5	1	< 0.1%
1826.800049	1	< 0.1%
1826.699951	1	< 0.1%

ACF and PACF

close
Numeric time series

High correlation Non stationary Seasonal

Distinct	1868
Distinct (%)	76.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1341.9181
Minimum	1050.8
Maximum	1888.7
Zeros	0
Zeros (%)	0.0%
Memory size	37.9 KiB

Quantile statistics

Minimum	1050.8
5-th percentile	1117.505
Q1	1222.575
median	1289.35
Q3	1405.45
95-th percentile	1719.73
Maximum	1888.7
Range	837.8999
Interquartile range (IQR)	182.87503

Descriptive statistics

Standard deviation	180.12929
Coefficient of variation (CV)	0.1342327
Kurtosis	0.051358142
Mean	1341.9181
Median Absolute Deviation (MAD)	79.450012
Skewness	0.9841677
Sum	3258177.2
Variance	32446.562
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.3287729577

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	503
min	3 days
max	5 days
mean	3 days, 3 hours and 14 minutes
std	8 hours, 21 minutes and 10.8 seconds

Value	Count	Frequency (%)
1273.699951	6	0.2%
1313.699951	5	0.2%
1253.800049	4	0.2%
1209.599976	4	0.2%
1233.599976	4	0.2%
1294.699951	4	0.2%
1293.300049	4	0.2%
1386.800049	4	0.2%
1273.400024	4	0.2%
1229.300049	4	0.2%
Other values (1858)	2385	98.2%

Value	Count	Frequency (%)
1050.800049	1	< 0.1%
1052.199951	1	< 0.1%
1054.199951	1	< 0.1%
1056.199951	1	< 0.1%
1060.099976	1	< 0.1%
1060.300049	1	< 0.1%
1061.699951	1	< 0.1%
1062.400024	1	< 0.1%
1062.900024	1	< 0.1%
1063.800049	1	< 0.1%

Value	Count	Frequency (%)
1888.699951	1	< 0.1%
1873.699951	1	< 0.1%
1869.900024	1	< 0.1%
1858.300049	1	< 0.1%
1856.400024	1	< 0.1%
1854.400024	1	< 0.1%
1848.900024	1	< 0.1%
1828.5	1	< 0.1%
1826.800049	1	< 0.1%
1826.699951	1	< 0.1%

ACF and PACF

high
Numeric time series

High correlation Non stationary Seasonal

Distinct	1876
Distinct (%)	77.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1348.7202
Minimum	1062
Maximum	1911.6
Zeros	0
Zeros (%)	0.0%
Memory size	37.9 KiB

Quantile statistics

Minimum	1062
5-th percentile	1124.105
Q1	1226.575
median	1293.75
Q3	1413.825
95-th percentile	1728.265
Maximum	1911.6
Range	849.59998
Interquartile range (IQR)	187.25006

Descriptive statistics

Standard deviation	181.89478
Coefficient of variation (CV)	0.13486472
Kurtosis	0.075994959
Mean	1348.7202
Median Absolute Deviation (MAD)	78.949951
Skewness	0.99597546
Sum	3274692.7
Variance	33085.711
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.3404490557

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	503
min	3 days
max	5 days
mean	3 days, 3 hours and 14 minutes
std	8 hours, 21 minutes and 10.8 seconds

Value	Count	Frequency (%)
1320.699951	5	0.2%
1236	5	0.2%
1292	4	0.2%
1245	4	0.2%
1247	4	0.2%
1312	4	0.2%
1291.599976	4	0.2%
1234	4	0.2%
1292.699951	4	0.2%
1273.5	4	0.2%
Other values (1866)	2386	98.3%

Value	Count	Frequency (%)
1062	1	< 0.1%
1064.599976	1	< 0.1%
1066.199951	1	< 0.1%
1068.400024	1	< 0.1%
1068.5	1	< 0.1%
1069.5	1	< 0.1%
1070.199951	1	< 0.1%
1070.300049	1	< 0.1%
1071.5	1	< 0.1%
1071.900024	1	< 0.1%

Value	Count	Frequency (%)
1911.599976	1	< 0.1%
1909.300049	1	< 0.1%
1895	1	< 0.1%
1884.199951	1	< 0.1%
1881.300049	1	< 0.1%
1874.400024	1	< 0.1%
1873.699951	1	< 0.1%
1870	1	< 0.1%
1853.099976	1	< 0.1%
1852.400024	1	< 0.1%

ACF and PACF

low
Numeric time series

High correlation Non stationary Seasonal

Distinct	1908
Distinct (%)	78.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1334.8227
Minimum	1045.2
Maximum	1864
Zeros	0
Zeros (%)	0.0%
Memory size	37.9 KiB

Quantile statistics

Minimum	1045.2
5-th percentile	1110
Q1	1216.2
median	1284.3
Q3	1394.5
95-th percentile	1708.725
Maximum	1864
Range	818.80005
Interquartile range (IQR)	178.30008

Descriptive statistics

Standard deviation	178.30552
Coefficient of variation (CV)	0.13357992
Kurtosis	0.032317591
Mean	1334.8227
Median Absolute Deviation (MAD)	78.900024
Skewness	0.97257018
Sum	3240949.5
Variance	31792.857
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.3222464149

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	503
min	3 days
max	5 days
mean	3 days, 3 hours and 14 minutes
std	8 hours, 21 minutes and 10.8 seconds

Value	Count	Frequency (%)
1244.800049	5	0.2%
1218.599976	5	0.2%
1222.199951	5	0.2%
1191	4	0.2%
1279.400024	4	0.2%
1294.699951	4	0.2%
1240	4	0.2%
1280.300049	4	0.2%
1284.300049	4	0.2%
1281.099976	4	0.2%
Other values (1898)	2385	98.2%

Value	Count	Frequency (%)
1045.199951	1	< 0.1%
1046.199951	1	< 0.1%
1049.599976	1	< 0.1%
1050.5	1	< 0.1%
1051.099976	1	< 0.1%
1052.099976	1	< 0.1%
1052.699951	1	< 0.1%
1058.5	1	< 0.1%
1058.699951	1	< 0.1%
1059	1	< 0.1%

Value	Count	Frequency (%)
1864	1	< 0.1%
1858.400024	1	< 0.1%
1835	1	< 0.1%
1830	1	< 0.1%
1828.599976	1	< 0.1%
1824.599976	1	< 0.1%
1823.699951	1	< 0.1%
1814.400024	1	< 0.1%
1811.400024	1	< 0.1%
1809	1	< 0.1%

ACF and PACF

open
Numeric time series

High correlation Non stationary Seasonal

Distinct	1883
Distinct (%)	77.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1342.1278
Minimum	1052.2
Maximum	1909
Zeros	0
Zeros (%)	0.0%
Memory size	37.9 KiB

Quantile statistics

Minimum	1052.2
5-th percentile	1118.035
Q1	1222.825
median	1289.35
Q3	1406.1
95-th percentile	1721.04
Maximum	1909
Range	856.80005
Interquartile range (IQR)	183.27499

Descriptive statistics

Standard deviation	180.37445
Coefficient of variation (CV)	0.13439439
Kurtosis	0.058127973
Mean	1342.1278
Median Absolute Deviation (MAD)	79
Skewness	0.9874596
Sum	3258686.2
Variance	32534.941
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.3413155088

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	503
min	3 days
max	5 days
mean	3 days, 3 hours and 14 minutes
std	8 hours, 21 minutes and 10.8 seconds

Value	Count	Frequency (%)
1273.5	5	0.2%
1252.699951	5	0.2%
1292.099976	5	0.2%
1279.400024	5	0.2%
1239.300049	4	0.2%
1224.800049	4	0.2%
1256.199951	4	0.2%
1199.699951	4	0.2%
1612.800049	4	0.2%
1285.199951	4	0.2%
Other values (1873)	2384	98.2%

Value	Count	Frequency (%)
1052.199951	1	< 0.1%
1053.699951	1	< 0.1%
1054.400024	1	< 0.1%
1056.5	1	< 0.1%
1061.900024	1	< 0.1%
1063	1	< 0.1%
1063.400024	1	< 0.1%
1064	1	< 0.1%
1064.599976	2	0.1%
1064.800049	1	< 0.1%

Value	Count	Frequency (%)
1909	1	< 0.1%
1886.300049	1	< 0.1%
1868.900024	1	< 0.1%
1868.599976	1	< 0.1%
1858.099976	1	< 0.1%
1852.400024	1	< 0.1%
1843	1	< 0.1%
1839.300049	1	< 0.1%
1833	1	< 0.1%
1830.599976	1	< 0.1%

ACF and PACF

repaired?
Boolean

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	21.3 KiB

False	2428

Value	Count	Frequency (%)
False	2428	100.0%

volume
Real number (ℝ)

Zeros

Distinct	905
Distinct (%)	37.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5818.563

Minimum	0
Maximum	386334
Zeros	32
Zeros (%)	1.3%
Negative	0
Negative (%)	0.0%
Memory size	37.9 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	35
median	125.5
Q3	426.25
95-th percentile	6977.1
Maximum	386334
Range	386334
Interquartile range (IQR)	391.25

Descriptive statistics

Standard deviation	30569.691
Coefficient of variation (CV)	5.2538214
Kurtosis	48.599208
Mean	5818.563
Median Absolute Deviation (MAD)	110.5
Skewness	6.6976471
Sum	14127471
Variance	9.3450599 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32	1.3%
20	25	1.0%
14	24	1.0%
8	23	0.9%
4	23	0.9%
7	23	0.9%
5	23	0.9%
27	22	0.9%
2	22	0.9%
1	21	0.9%
Other values (895)	2190	90.2%

Value	Count	Frequency (%)
0	32	1.3%
1	21	0.9%
2	22	0.9%
3	18	0.7%
4	23	0.9%
5	23	0.9%
6	17	0.7%
7	23	0.9%
8	23	0.9%
9	17	0.7%

Value	Count	Frequency (%)
386334	1	< 0.1%
290889	1	< 0.1%
280546	1	< 0.1%
276136	1	< 0.1%
275442	1	< 0.1%
271457	1	< 0.1%
259050	1	< 0.1%
254428	1	< 0.1%
247168	1	< 0.1%
237497	1	< 0.1%

	adj close	close	high	low	open	volume
adj close	1.000	1.000	0.998	0.998	0.996	0.016
close	1.000	1.000	0.998	0.998	0.996	0.016
high	0.998	0.998	1.000	0.996	0.998	0.028
low	0.998	0.998	0.996	1.000	0.998	0.002
open	0.996	0.996	0.998	0.998	1.000	0.016
volume	0.016	0.016	0.028	0.002	0.016	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	Date	adj close	close	high	low	open	repaired?	volume
2010-01-04	2010-01-04	1117.699951	1117.699951	1122.300049	1097.099976	1117.699951	False	184
2010-01-05	2010-01-05	1118.099976	1118.099976	1126.500000	1115.000000	1118.099976	False	53
2010-01-06	2010-01-06	1135.900024	1135.900024	1139.199951	1120.699951	1135.900024	False	363
2010-01-07	2010-01-07	1133.099976	1133.099976	1133.099976	1129.199951	1133.099976	False	56
2010-01-08	2010-01-08	1138.199951	1138.199951	1138.199951	1122.699951	1138.199951	False	54
2010-01-11	2010-01-11	1150.699951	1150.699951	1161.199951	1143.000000	1150.699951	False	177
2010-01-12	2010-01-12	1128.900024	1128.900024	1157.199951	1127.199951	1128.900024	False	51
2010-01-13	2010-01-13	1136.400024	1136.400024	1136.400024	1121.000000	1136.400024	False	58
2010-01-14	2010-01-14	1142.599976	1142.599976	1145.900024	1132.800049	1137.000000	False	81
2010-01-15	2010-01-15	1130.099976	1130.099976	1133.400024	1127.199951	1132.800049	False	50

	Date	adj close	close	high	low	open	repaired?	volume
2019-08-16	2019-08-16	1512.500000	1512.500000	1524.599976	1504.699951	1524.599976	False	1815
2019-08-19	2019-08-19	1500.400024	1500.400024	1507.599976	1492.900024	1507.199951	False	205
2019-08-20	2019-08-20	1504.599976	1504.599976	1506.099976	1497.500000	1497.500000	False	486
2019-08-21	2019-08-21	1504.599976	1504.599976	1505.000000	1498.800049	1504.900024	False	350
2019-08-22	2019-08-22	1497.300049	1497.300049	1497.300049	1493.800049	1495.099976	False	686
2019-08-23	2019-08-23	1526.599976	1526.599976	1527.599976	1493.500000	1493.500000	False	983
2019-08-26	2019-08-26	1526.300049	1526.300049	1543.300049	1524.300049	1543.199951	False	334
2019-08-27	2019-08-27	1541.000000	1541.000000	1542.099976	1528.500000	1530.500000	False	166
2019-08-28	2019-08-28	1537.800049	1537.800049	1538.099976	1537.800049	1538.099976	False	2756
2019-08-29	2019-08-29	1526.500000	1526.500000	1549.300049	1519.599976	1537.500000	False	704

Overview

Interactions

Correlations

Missing values

Sample

Overview

Variables

Interactions

Correlations

Missing values

Sample